Pandas Profiling Report

Dataset info

Number of variables	42
Number of observations	183978
Missing cells	47301 (0.6%)
Duplicate rows	0 (0.0%)
Total size in memory	59.0 MiB
Average record size in memory	336.0 B

Variables types

Numeric	31
Categorical	4
Boolean	0
Date	0
URL	0
Text (Unique)	0
Rejected	7
Unsupported	0

Warnings

`agility` has 2713 (1.5%) missing values	Missing
`attacking_work_rate` has 3230 (1.8%) missing values	Missing
`balance` has 2713 (1.5%) missing values	Missing
`curve` has 2713 (1.5%) missing values	Missing
`date` only contains datetime values, but is categorical. Consider applying `pd.to_datetime()`	Type
`date` has a high cardinality: 197 distinct values	Warning
`dribbling` is highly correlated with `ball_control` (ρ = 0.9007676657)	Rejected
`gk_handling` is highly correlated with `gk_diving` (ρ = 0.9251602656)	Rejected
`gk_positioning` is highly correlated with `gk_handling` (ρ = 0.966300514)	Rejected
`gk_reflexes` is highly correlated with `gk_positioning` (ρ = 0.9667111236)	Rejected
`jumping` has 2713 (1.5%) missing values	Missing
`sliding_tackle` is highly correlated with `marking` (ρ = 0.9375341228)	Rejected
`sprint_speed` is highly correlated with `acceleration` (ρ = 0.9044869031)	Rejected
`standing_tackle` is highly correlated with `sliding_tackle` (ρ = 0.953103677)	Rejected
`vision` has 2713 (1.5%) missing values	Missing
`volleys` has 2713 (1.5%) missing values	Missing

acceleration
Numeric

Distinct count	87
Unique (%)	< 0.1%
Missing (%)	0.5%
Missing (n)	836
Infinite (%)	0.0%
Infinite (n)	0

Mean	67.65935722
Minimum	10
Maximum	97
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	10
5-th percentile	43
Q1	61
Median	69
Q3	77
95-th percentile	86
Maximum	97
Range	87
Interquartile range	16

Descriptive statistics

Standard deviation	12.98332574
Coef of variation	0.1918925375
Kurtosis	0.6206500902
Mean	67.65935722
MAD	10.00692988
Skewness	-0.742189105
Sum	12391270
Variance	168.5667473
Memory size	1.4 MiB

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
68	8392	4.6%
69	7629	4.1%
74	7161	3.9%
67	6801	3.7%
76	6594	3.6%
75	6416	3.5%
78	6253	3.4%
77	6151	3.3%
66	6117	3.3%
72	6028	3.3%
Other values (76)	115600	62.8%

Minimum 5 values

Value	Count	Frequency (%)
10	1	< 0.1%
13	6	< 0.1%
14	13	< 0.1%
15	7	< 0.1%
16	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
97	47	< 0.1%
96	58	< 0.1%
95	109	0.1%
94	268	0.1%
93	525	0.3%

aggression
Numeric

Distinct count	92
Unique (%)	0.1%
Missing (%)	0.5%
Missing (n)	836
Infinite (%)	0.0%
Infinite (n)	0

Mean	60.94804578
Minimum	6
Maximum	97
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	6
5-th percentile	30
Q1	51
Median	64
Q3	73
95-th percentile	83
Maximum	97
Range	91
Interquartile range	22

Descriptive statistics

Standard deviation	16.08952101
Coef of variation	0.2639874799
Kurtosis	-0.2247344567
Mean	60.94804578
MAD	13.0391748
Skewness	-0.6290918635
Sum	11162147
Variance	258.8726864
Memory size	1.4 MiB

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
68	5776	3.1%
74	5501	3.0%
72	5283	2.9%
75	5158	2.8%
70	5144	2.8%
71	5010	2.7%
73	4951	2.7%
67	4926	2.7%
69	4790	2.6%
66	4770	2.6%
Other values (81)	131833	71.7%

Minimum 5 values

Value	Count	Frequency (%)
6	1	< 0.1%
8	7	< 0.1%
9	1	< 0.1%
10	8	< 0.1%
11	60	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
97	5	< 0.1%
96	16	< 0.1%
95	6	< 0.1%
94	58	< 0.1%
93	75	< 0.1%

agility
Numeric

Distinct count	82
Unique (%)	< 0.1%
Missing (%)	1.5%
Missing (n)	2713
Infinite (%)	0.0%
Infinite (n)	0

Mean	65.97090999
Minimum	11
Maximum	96
Zeros (%)	0.0%

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Quantile statistics

Minimum	11
5-th percentile	41
Q1	58
Median	68
Q3	75
95-th percentile	85
Maximum	96
Range	85
Interquartile range	17

Descriptive statistics

Standard deviation	12.9545851
Coef of variation	0.1963681432
Kurtosis	0.2233732336
Mean	65.97090999
MAD	10.22619246
Skewness	-0.5927497167
Sum	11958217
Variance	167.8212751
Memory size	1.4 MiB

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
72	6860	3.7%
74	6417	3.5%
73	6263	3.4%
68	6130	3.3%
70	6120	3.3%
75	5885	3.2%
65	5863	3.2%
71	5825	3.2%
76	5592	3.0%
64	5585	3.0%
Other values (71)	120725	65.6%

Minimum 5 values

Value	Count	Frequency (%)
11	1	< 0.1%
15	2	< 0.1%
16	7	< 0.1%
19	10	< 0.1%
20	2	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
96	12	< 0.1%
95	74	< 0.1%
94	155	0.1%
93	371	0.2%
92	658	0.4%

attacking_work_rate
Categorical

Distinct count	9
Unique (%)	< 0.1%
Missing (%)	1.8%
Missing (n)	3230

medium	125070
high	42823
low	8569
Other values (5)	4286

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Common values
Composition

Value	Count	Frequency (%)
medium	125070	68.0%
high	42823	23.3%
low	8569	4.7%
None	3639	2.0%
norm	348	0.2%
y	106	0.1%
le	104	0.1%
stoc	89	< 0.1%
(Missing)	3230	1.8%

Max length	6
Mean length	5.310183826
Min length	1
Contains chars	True
Contains digits	False
Contains spaces	False
Contains non-words	False

balance
Numeric

Distinct count	82
Unique (%)	< 0.1%
Missing (%)	1.5%
Missing (n)	2713
Infinite (%)	0.0%
Infinite (n)	0

Mean	65.18949604
Minimum	12
Maximum	96
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	12
5-th percentile	40
Q1	58
Median	67
Q3	74
95-th percentile	84
Maximum	96
Range	84
Interquartile range	16

Descriptive statistics

Standard deviation	13.06318754
Coef of variation	0.2003879203
Kurtosis	0.2104626723
Mean	65.18949604
MAD	10.30591896
Skewness	-0.5807315803
Sum	11816574
Variance	170.6468687
Memory size	1.4 MiB

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
70	7116	3.9%
72	6999	3.8%
71	6363	3.5%
74	6160	3.3%
68	6044	3.3%
73	5905	3.2%
65	5770	3.1%
75	5678	3.1%
62	5656	3.1%
60	5357	2.9%
Other values (71)	120217	65.3%

Minimum 5 values

Value	Count	Frequency (%)
12	4	< 0.1%
15	8	< 0.1%
17	9	< 0.1%
18	3	< 0.1%
20	51	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
96	18	< 0.1%
95	108	0.1%
94	137	0.1%
93	378	0.2%
92	674	0.4%

ball_control
Numeric

Distinct count	94
Unique (%)	0.1%
Missing (%)	0.5%
Missing (n)	836
Infinite (%)	0.0%
Infinite (n)	0

Mean	63.38887858
Minimum	5
Maximum	97
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	5
5-th percentile	25
Q1	58
Median	67
Q3	73
95-th percentile	82
Maximum	97
Range	92
Interquartile range	15

Descriptive statistics

Standard deviation	15.19667056
Coef of variation	0.2397371732
Kurtosis	1.68492257
Mean	63.38887858
MAD	11.02878385
Skewness	-1.344868549
Sum	11609166
Variance	230.9387962
Memory size	1.4 MiB

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
68	7464	4.1%
74	7113	3.9%
73	7080	3.8%
66	7001	3.8%
72	6903	3.8%
67	6852	3.7%
70	6774	3.7%
64	6754	3.7%
65	6523	3.5%
71	6477	3.5%
Other values (83)	114201	62.1%

Minimum 5 values

Value	Count	Frequency (%)
5	1	< 0.1%
6	3	< 0.1%
7	3	< 0.1%
8	2	< 0.1%
9	8	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
97	4	< 0.1%
96	29	< 0.1%
95	34	< 0.1%
94	58	< 0.1%
93	52	< 0.1%

crossing
Numeric

Distinct count	96
Unique (%)	0.1%
Missing (%)	0.5%
Missing (n)	836
Infinite (%)	0.0%
Infinite (n)	0

Mean	55.0868834
Minimum	1
Maximum	95
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1
5-th percentile	22
Q1	45
Median	59
Q3	68
95-th percentile	78
Maximum	95
Range	94
Interquartile range	23

Descriptive statistics

Standard deviation	17.24213473
Coef of variation	0.3129989149
Kurtosis	-0.08128253491
Mean	55.0868834
MAD	13.88008174
Skewness	-0.7381359308
Sum	10088722
Variance	297.2912101
Memory size	1.4 MiB

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
68	5812	3.2%
62	5669	3.1%
67	5592	3.0%
60	5502	3.0%
64	5432	3.0%
25	5410	2.9%
63	5266	2.9%
65	5153	2.8%
66	5002	2.7%
61	4900	2.7%
Other values (85)	129404	70.3%

Minimum 5 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	3	< 0.1%
3	6	< 0.1%
4	6	< 0.1%
5	34	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
95	7	< 0.1%
94	4	< 0.1%
93	9	< 0.1%
92	19	< 0.1%
91	30	< 0.1%

curve
Numeric

Distinct count	93
Unique (%)	0.1%
Missing (%)	1.5%
Missing (n)	2713
Infinite (%)	0.0%
Infinite (n)	0

Mean	52.96567456
Minimum	2
Maximum	94
Zeros (%)	0.0%

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Quantile statistics

Minimum	2
5-th percentile	19
Q1	41
Median	56
Q3	67
95-th percentile	79
Maximum	94
Range	92
Interquartile range	26

Descriptive statistics

Standard deviation	18.25578848
Coef of variation	0.344672066
Kurtosis	-0.4868261583
Mean	52.96567456
MAD	15.02307403
Skewness	-0.4644536348
Sum	9600823
Variance	333.2738129
Memory size	1.4 MiB

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
25	5598	3.0%
68	4567	2.5%
60	4428	2.4%
63	4427	2.4%
66	4361	2.4%
64	4287	2.3%
58	4258	2.3%
59	3991	2.2%
67	3902	2.1%
56	3863	2.1%
Other values (82)	137583	74.8%

Minimum 5 values

Value	Count	Frequency (%)
2	2	< 0.1%
4	21	< 0.1%
5	83	< 0.1%
6	88	< 0.1%
7	138	0.1%

Maximum 5 values

Value	Count	Frequency (%)
94	17	< 0.1%
93	3	< 0.1%
92	27	< 0.1%
91	54	< 0.1%
90	139	0.1%

date
Categorical

Distinct count	197
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0

2007-02-22 00:00:00	11794
2013-09-20 00:00:00	6543
2011-08-30 00:00:00	6525
Other values (194)	159116

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Common values
Composition

Value	Count	Frequency (%)
2007-02-22 00:00:00	11794	6.4%
2013-09-20 00:00:00	6543	3.6%
2011-08-30 00:00:00	6525	3.5%
2015-09-21 00:00:00	6522	3.5%
2012-08-31 00:00:00	6495	3.5%
2014-09-18 00:00:00	6434	3.5%
2013-02-15 00:00:00	6377	3.5%
2010-08-30 00:00:00	6369	3.5%
2012-02-22 00:00:00	6137	3.3%
2009-08-30 00:00:00	5693	3.1%
Other values (187)	115089	62.6%

Max length	19
Mean length	19
Min length	19
Contains chars	False
Contains digits	True
Contains spaces	True
Contains non-words	True

defensive_work_rate
Categorical

Distinct count	20
Unique (%)	< 0.1%
Missing (%)	0.5%
Missing (n)	836

medium	130846
high	27041
low	18432
Other values (16)	6823

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Common values
Composition

Value	Count	Frequency (%)
medium	130846	71.1%
high	27041	14.7%
low	18432	10.0%
_0	2394	1.3%
o	1550	0.8%
1	441	0.2%
ormal	348	0.2%
2	342	0.2%
3	258	0.1%
5	234	0.1%
Other values (9)	1256	0.7%
(Missing)	836	0.5%

Max length	6
Mean length	5.235185729
Min length	1
Contains chars	True
Contains digits	True
Contains spaces	False
Contains non-words	False

dribbling
Highly correlated

This variable is highly correlated with ball_control and should be ignored for analysis

Correlation	0.9007676657

finishing
Numeric

Distinct count	98
Unique (%)	0.1%
Missing (%)	0.5%
Missing (n)	836
Infinite (%)	0.0%
Infinite (n)	0

Mean	49.92107763
Minimum	1
Maximum	97
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1
5-th percentile	18
Q1	34
Median	53
Q3	65
95-th percentile	77
Maximum	97
Range	96
Interquartile range	31

Descriptive statistics

Standard deviation	19.03870499
Coef of variation	0.3813760819
Kurtosis	-0.9141318317
Mean	49.92107763
MAD	16.27460061
Skewness	-0.2873082983
Sum	9142646
Variance	362.4722878
Memory size	1.4 MiB

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
25	7855	4.3%
64	4659	2.5%
66	4510	2.5%
65	4428	2.4%
62	4361	2.4%
60	4243	2.3%
68	4153	2.3%
63	4096	2.2%
67	4014	2.2%
58	3781	2.1%
Other values (87)	137042	74.5%

Minimum 5 values

Value	Count	Frequency (%)
1	5	< 0.1%
2	16	< 0.1%
3	30	< 0.1%
4	15	< 0.1%
5	64	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
97	7	< 0.1%
96	1	< 0.1%
95	19	< 0.1%
94	23	< 0.1%
93	39	< 0.1%

free_kick_accuracy
Numeric

Distinct count	98
Unique (%)	0.1%
Missing (%)	0.5%
Missing (n)	836
Infinite (%)	0.0%
Infinite (n)	0

Mean	49.3809503
Minimum	1
Maximum	97
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1
5-th percentile	18
Q1	36
Median	50
Q3	63
95-th percentile	76
Maximum	97
Range	96
Interquartile range	27

Descriptive statistics

Standard deviation	17.83174641
Coef of variation	0.3611057766
Kurtosis	-0.6568888612
Mean	49.3809503
MAD	14.80345156
Skewness	-0.2125979597
Sum	9043726
Variance	317.9711799
Memory size	1.4 MiB

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
25	6270	3.4%
60	4194	2.3%
58	3885	2.1%
54	3821	2.1%
42	3729	2.0%
52	3709	2.0%
41	3690	2.0%
46	3657	2.0%
56	3648	2.0%
48	3618	2.0%
Other values (87)	142921	77.7%

Minimum 5 values

Value	Count	Frequency (%)
1	3	< 0.1%
2	2	< 0.1%
3	5	< 0.1%
4	9	< 0.1%
5	52	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
97	1	< 0.1%
96	3	< 0.1%
95	6	< 0.1%
94	12	< 0.1%
93	32	< 0.1%

gk_diving
Numeric

Distinct count	94
Unique (%)	0.1%
Missing (%)	0.5%
Missing (n)	836
Infinite (%)	0.0%
Infinite (n)	0

Mean	14.70439331
Minimum	1
Maximum	94
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1
5-th percentile	5
Q1	7
Median	10
Q3	13
95-th percentile	67
Maximum	94
Range	93
Interquartile range	6

Descriptive statistics

Standard deviation	16.86546733
Coef of variation	1.146967914
Kurtosis	7.446820671
Mean	14.70439331
MAD	9.079156524
Skewness	2.958864689
Sum	2692992
Variance	284.4439882
Memory size	1.4 MiB

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8	16887	9.2%
9	15874	8.6%
7	15566	8.5%
6	15495	8.4%
11	15287	8.3%
10	14896	8.1%
12	14771	8.0%
13	14495	7.9%
14	14494	7.9%
5	11490	6.2%
Other values (83)	33887	18.4%

Minimum 5 values

Value	Count	Frequency (%)
1	964	0.5%
2	1075	0.6%
3	1301	0.7%
4	1649	0.9%
5	11490	6.2%

Maximum 5 values

Value	Count	Frequency (%)
94	4	< 0.1%
93	5	< 0.1%
92	2	< 0.1%
91	22	< 0.1%
90	25	< 0.1%

gk_handling
Highly correlated

This variable is highly correlated with gk_diving and should be ignored for analysis

Correlation	0.9251602656

gk_kicking
Numeric

Distinct count	98
Unique (%)	0.1%
Missing (%)	0.5%
Missing (n)	836
Infinite (%)	0.0%
Infinite (n)	0

Mean	20.99836193
Minimum	1
Maximum	97
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1
5-th percentile	5
Q1	8
Median	12
Q3	15
95-th percentile	69
Maximum	97
Range	96
Interquartile range	7

Descriptive statistics

Standard deviation	21.4529801
Coef of variation	1.021650173
Kurtosis	0.6975753409
Mean	20.99836193
MAD	16.96941527
Skewness	1.516016937
Sum	3845682
Variance	460.2303553
Memory size	1.4 MiB

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7	13820	7.5%
12	13495	7.3%
10	13395	7.3%
9	13297	7.2%
8	13252	7.2%
11	13137	7.1%
13	13029	7.1%
6	12392	6.7%
14	12339	6.7%
15	11677	6.3%
Other values (87)	53309	29.0%

Minimum 5 values

Value	Count	Frequency (%)
1	93	0.1%
2	222	0.1%
3	320	0.2%
4	746	0.4%
5	9152	5.0%

Maximum 5 values

Value	Count	Frequency (%)
97	2	< 0.1%
96	1	< 0.1%
95	8	< 0.1%
94	10	< 0.1%
93	11	< 0.1%

gk_positioning
Highly correlated

This variable is highly correlated with gk_handling and should be ignored for analysis

Correlation	0.966300514

gk_reflexes
Highly correlated

This variable is highly correlated with gk_positioning and should be ignored for analysis

Correlation	0.9667111236

heading_accuracy
Numeric

Distinct count	97
Unique (%)	0.1%
Missing (%)	0.5%
Missing (n)	836
Infinite (%)	0.0%
Infinite (n)	0

Mean	57.26602309
Minimum	1
Maximum	98
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1
5-th percentile	23
Q1	49
Median	60
Q3	68
95-th percentile	79
Maximum	98
Range	97
Interquartile range	19

Descriptive statistics

Standard deviation	16.48890531
Coef of variation	0.2879352262
Kurtosis	0.6628800429
Mean	57.26602309
MAD	12.64138232
Skewness	-0.8934557163
Sum	10487814
Variance	271.8839984
Memory size	1.4 MiB

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
68	6140	3.3%
60	5812	3.2%
64	5725	3.1%
58	5570	3.0%
62	5517	3.0%
65	5339	2.9%
67	5333	2.9%
59	5240	2.8%
66	4963	2.7%
63	4883	2.7%
Other values (86)	128620	69.9%

Minimum 5 values

Value	Count	Frequency (%)
1	3	< 0.1%
2	4	< 0.1%
3	5	< 0.1%
4	3	< 0.1%
5	11	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
98	1	< 0.1%
95	23	< 0.1%
94	41	< 0.1%
93	57	< 0.1%
92	95	0.1%

id
Numeric

Distinct count	183978
Unique (%)	100.0%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	91989.5
Minimum	1
Maximum	183978
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1
5-th percentile	9199.85
Q1	45995.25
Median	91989.5
Q3	137983.75
95-th percentile	174779.15
Maximum	183978
Range	183977
Interquartile range	91988.5

Descriptive statistics

Standard deviation	53110.01825
Coef of variation	0.5773487001
Kurtosis	-1.2
Mean	91989.5
MAD	45994.5
Skewness	0
Sum	1.692404423e+10
Variance	2820674038
Memory size	1.4 MiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[1.00000e+00 1.83978e+05], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
2047	1	< 0.1%
36155	1	< 0.1%
142703	1	< 0.1%
140654	1	< 0.1%
146797	1	< 0.1%
144748	1	< 0.1%
134507	1	< 0.1%
132458	1	< 0.1%
138601	1	< 0.1%
136552	1	< 0.1%
Other values (183968)	183968	> 99.9%

Minimum 5 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
183978	1	< 0.1%
183977	1	< 0.1%
183976	1	< 0.1%
183975	1	< 0.1%
183974	1	< 0.1%

interceptions
Numeric

Distinct count	97
Unique (%)	0.1%
Missing (%)	0.5%
Missing (n)	836
Infinite (%)	0.0%
Infinite (n)	0

Mean	52.00927149
Minimum	1
Maximum	96
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1
5-th percentile	21
Q1	34
Median	57
Q3	68
95-th percentile	79
Maximum	96
Range	95
Interquartile range	34

Descriptive statistics

Standard deviation	19.4501328
Coef of variation	0.3739743365
Kurtosis	-1.161897226
Mean	52.00927149
MAD	17.00148746
Skewness	-0.2960551104
Sum	9525082
Variance	378.307666
Memory size	1.4 MiB

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
25	7758	4.2%
64	5041	2.7%
68	4966	2.7%
65	4673	2.5%
72	4463	2.4%
69	4366	2.4%
66	4357	2.4%
67	4290	2.3%
63	4155	2.3%
70	4091	2.2%
Other values (86)	134982	73.4%

Minimum 5 values

Value	Count	Frequency (%)
1	4	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	3	< 0.1%
5	9	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
96	5	< 0.1%
95	2	< 0.1%
94	12	< 0.1%
93	27	< 0.1%
92	54	< 0.1%

jumping
Numeric

Distinct count	80
Unique (%)	< 0.1%
Missing (%)	1.5%
Missing (n)	2713
Infinite (%)	0.0%
Infinite (n)	0

Mean	66.96904532
Minimum	14
Maximum	96
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	14
5-th percentile	48
Q1	60
Median	68
Q3	74
95-th percentile	83
Maximum	96
Range	82
Interquartile range	14

Descriptive statistics

Standard deviation	11.0067343
Coef of variation	0.1643555503
Kurtosis	0.6238670716
Mean	66.96904532
MAD	8.606627273
Skewness	-0.51182556
Sum	12139144
Variance	121.1481999
Memory size	1.4 MiB

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
72	8625	4.7%
70	8305	4.5%
71	7603	4.1%
73	6917	3.8%
74	6804	3.7%
64	6528	3.5%
66	6345	3.4%
68	6345	3.4%
67	6332	3.4%
62	6320	3.4%
Other values (69)	111141	60.4%

Minimum 5 values

Value	Count	Frequency (%)
14	3	< 0.1%
19	5	< 0.1%
20	1	< 0.1%
21	16	< 0.1%
22	14	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
96	20	< 0.1%
95	36	< 0.1%
94	114	0.1%
93	262	0.1%
92	432	0.2%

long_passing
Numeric

Distinct count	96
Unique (%)	0.1%
Missing (%)	0.5%
Missing (n)	836
Infinite (%)	0.0%
Infinite (n)	0

Mean	57.0698802
Minimum	3
Maximum	97
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	3
5-th percentile	29
Q1	49
Median	59
Q3	67
95-th percentile	77
Maximum	97
Range	94
Interquartile range	18

Descriptive statistics

Standard deviation	14.39446357
Coef of variation	0.2522252284
Kurtosis	0.1154319206
Mean	57.0698802
MAD	11.40124338
Skewness	-0.6553935
Sum	10451892
Variance	207.2005814
Memory size	1.4 MiB

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
64	6606	3.6%
65	5932	3.2%
62	5904	3.2%
58	5846	3.2%
60	5827	3.2%
66	5779	3.1%
68	5492	3.0%
61	5478	3.0%
67	5466	3.0%
63	5438	3.0%
Other values (85)	125374	68.1%

Minimum 5 values

Value	Count	Frequency (%)
3	1	< 0.1%
4	3	< 0.1%
5	5	< 0.1%
6	4	< 0.1%
7	8	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
97	2	< 0.1%
96	3	< 0.1%
95	25	< 0.1%
94	34	< 0.1%
93	27	< 0.1%

long_shots
Numeric

Distinct count	97
Unique (%)	0.1%
Missing (%)	0.5%
Missing (n)	836
Infinite (%)	0.0%
Infinite (n)	0

Mean	53.33943061
Minimum	1
Maximum	96
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1
5-th percentile	20
Q1	41
Median	58
Q3	67
95-th percentile	77
Maximum	96
Range	95
Interquartile range	26

Descriptive statistics

Standard deviation	18.36702492
Coef of variation	0.3443423507
Kurtosis	-0.5291796251
Mean	53.33943061
MAD	15.15073009
Skewness	-0.5997020182
Sum	9768690
Variance	337.3476045
Memory size	1.4 MiB

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
25	6651	3.6%
64	5322	2.9%
68	5081	2.8%
60	5076	2.8%
66	4946	2.7%
63	4914	2.7%
65	4790	2.6%
62	4784	2.6%
67	4762	2.6%
58	4595	2.5%
Other values (86)	132221	71.9%

Minimum 5 values

Value	Count	Frequency (%)
1	6	< 0.1%
2	5	< 0.1%
3	9	< 0.1%
4	9	< 0.1%
5	57	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
96	1	< 0.1%
95	7	< 0.1%
94	9	< 0.1%
93	27	< 0.1%
92	14	< 0.1%

marking
Numeric

Distinct count	96
Unique (%)	0.1%
Missing (%)	0.5%
Missing (n)	836
Infinite (%)	0.0%
Infinite (n)	0

Mean	46.7722423
Minimum	1
Maximum	96
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1
5-th percentile	14
Q1	25
Median	50
Q3	66
95-th percentile	76
Maximum	96
Range	95
Interquartile range	41

Descriptive statistics

Standard deviation	21.22766743
Coef of variation	0.4538518229
Kurtosis	-1.402703392
Mean	46.7722423
MAD	19.25507802
Skewness	-0.09629011725
Sum	8565962
Variance	450.6138646
Memory size	1.4 MiB

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
25	15072	8.2%
68	4747	2.6%
64	4487	2.4%
22	4429	2.4%
65	4422	2.4%
21	4365	2.4%
67	4133	2.2%
66	4121	2.2%
62	3929	2.1%
63	3902	2.1%
Other values (85)	129535	70.4%

Minimum 5 values

Value	Count	Frequency (%)
1	4	< 0.1%
2	13	< 0.1%
3	17	< 0.1%
4	22	< 0.1%
5	59	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
96	1	< 0.1%
94	4	< 0.1%
93	8	< 0.1%
92	6	< 0.1%
91	33	< 0.1%

overall_rating
Numeric

Distinct count	62
Unique (%)	< 0.1%
Missing (%)	0.5%
Missing (n)	836
Infinite (%)	0.0%
Infinite (n)	0

Mean	68.60001529
Minimum	33
Maximum	94
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	33
5-th percentile	57
Q1	64
Median	69
Q3	73
95-th percentile	80
Maximum	94
Range	61
Interquartile range	9

Descriptive statistics

Standard deviation	7.041139482
Coef of variation	0.1026404944
Kurtosis	0.2694209695
Mean	68.60001529
MAD	5.576815486
Skewness	-0.1993673271
Sum	12563544
Variance	49.5776452
Memory size	1.4 MiB

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
68	10492	5.7%
69	10281	5.6%
67	10198	5.5%
66	10112	5.5%
70	10028	5.5%
72	9740	5.3%
71	9354	5.1%
65	9336	5.1%
73	9044	4.9%
64	9030	4.9%
Other values (51)	85527	46.5%

Minimum 5 values

Value	Count	Frequency (%)
33	2	< 0.1%
35	5	< 0.1%
36	3	< 0.1%
37	3	< 0.1%
38	8	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
94	12	< 0.1%
93	11	< 0.1%
92	16	< 0.1%
91	16	< 0.1%
90	68	< 0.1%

penalties
Numeric

Distinct count	95
Unique (%)	0.1%
Missing (%)	0.5%
Missing (n)	836
Infinite (%)	0.0%
Infinite (n)	0

Mean	55.00398598
Minimum	2
Maximum	96
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	2
5-th percentile	25
Q1	45
Median	57
Q3	67
95-th percentile	77
Maximum	96
Range	94
Interquartile range	22

Descriptive statistics

Standard deviation	15.54651863
Coef of variation	0.2826434913
Kurtosis	-0.1604619724
Mean	55.00398598
MAD	12.51713633
Skewness	-0.4698135775
Sum	10073540
Variance	241.6942415
Memory size	1.4 MiB

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
58	5150	2.8%
64	5052	2.7%
60	5049	2.7%
62	4809	2.6%
68	4725	2.6%
54	4700	2.6%
59	4653	2.5%
56	4640	2.5%
66	4535	2.5%
65	4504	2.4%
Other values (84)	135325	73.6%

Minimum 5 values

Value	Count	Frequency (%)
2	1	< 0.1%
3	3	< 0.1%
5	14	< 0.1%
6	13	< 0.1%
7	16	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
96	4	< 0.1%
95	19	< 0.1%
94	30	< 0.1%
93	34	< 0.1%
92	80	< 0.1%

player_api_id
Numeric

Distinct count	11060
Unique (%)	6.0%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	135900.6173
Minimum	2625
Maximum	750584
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	2625
5-th percentile	23352
Q1	34763
Median	77741
Q3	191080
95-th percentile	448851
Maximum	750584
Range	747959
Interquartile range	156317

Descriptive statistics

Standard deviation	136927.8405
Coef of variation	1.007558635
Kurtosis	2.219202257
Mean	135900.6173
MAD	106332.2659
Skewness	1.579692653
Sum	2.500272377e+10
Variance	1.874923351e+10
Memory size	1.4 MiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 2625. 2760. 2780. 2793. 2803.5 ... 696439. 716320. 729271.5 743062.5 750584. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
210278	56	< 0.1%
41269	56	< 0.1%
42116	55	< 0.1%
26472	54	< 0.1%
179795	53	< 0.1%
41890	53	< 0.1%
25772	52	< 0.1%
30453	51	< 0.1%
47394	50	< 0.1%
163838	50	< 0.1%
Other values (11050)	183448	99.7%

Minimum 5 values

Value	Count	Frequency (%)
2625	14	< 0.1%
2752	21	< 0.1%
2768	21	< 0.1%
2770	15	< 0.1%
2790	5	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
750584	2	< 0.1%
750435	9	< 0.1%
748432	2	< 0.1%
746419	2	< 0.1%
744907	11	< 0.1%

player_fifa_api_id
Numeric

Distinct count	11062
Unique (%)	6.0%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	165671.5243
Minimum	2
Maximum	234141
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	2
5-th percentile	20799
Q1	155798
Median	183488
Q3	199848
95-th percentile	217526
Maximum	234141
Range	234139
Interquartile range	44050

Descriptive statistics

Standard deviation	53851.09477
Coef of variation	0.3250473791
Kurtosis	2.211197589
Mean	165671.5243
MAD	38490.19864
Skewness	-1.708969781
Sum	3.04799157e+10
Variance	2899940408
Memory size	1.4 MiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[2.000000e+00 4.000000e+00 5.950000e+01 1.610000e+02 1.745000e+02 ... 2.316440e+05 2.325555e+05 2.332050e+05 2.332300e+05 2.341410e+05], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
184431	96	0.1%
193061	56	< 0.1%
178393	56	< 0.1%
155887	54	< 0.1%
173210	53	< 0.1%
184267	53	< 0.1%
168650	52	< 0.1%
41635	51	< 0.1%
179605	50	< 0.1%
183284	50	< 0.1%
Other values (11052)	183407	99.7%

Minimum 5 values

Value	Count	Frequency (%)
2	30	< 0.1%
6	8	< 0.1%
11	17	< 0.1%
16	16	< 0.1%
27	30	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
234141	2	< 0.1%
233969	2	< 0.1%
233930	2	< 0.1%
233911	2	< 0.1%
233885	3	< 0.1%

positioning
Numeric

Distinct count	96
Unique (%)	0.1%
Missing (%)	0.5%
Missing (n)	836
Infinite (%)	0.0%
Infinite (n)	0

Mean	55.78650446
Minimum	2
Maximum	96
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	2
5-th percentile	20
Q1	45
Median	60
Q3	69
95-th percentile	80
Maximum	96
Range	94
Interquartile range	24

Descriptive statistics

Standard deviation	18.4482923
Coef of variation	0.3306945377
Kurtosis	-0.2625225233
Mean	55.78650446
MAD	14.94890133
Skewness	-0.7332582801
Sum	10216852
Variance	340.3394888
Memory size	1.4 MiB

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
25	6389	3.5%
68	5985	3.3%
64	5473	3.0%
66	5404	2.9%
67	5385	2.9%
65	5212	2.8%
70	4935	2.7%
62	4898	2.7%
72	4890	2.7%
69	4667	2.5%
Other values (85)	129904	70.6%

Minimum 5 values

Value	Count	Frequency (%)
2	9	< 0.1%
3	6	< 0.1%
4	16	< 0.1%
5	81	< 0.1%
6	85	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
96	2	< 0.1%
95	14	< 0.1%
94	36	< 0.1%
93	31	< 0.1%
92	59	< 0.1%

potential
Numeric

Distinct count	57
Unique (%)	< 0.1%
Missing (%)	0.5%
Missing (n)	836
Infinite (%)	0.0%
Infinite (n)	0

Mean	73.46035317
Minimum	39
Maximum	97
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	39
5-th percentile	63
Q1	69
Median	74
Q3	78
95-th percentile	84
Maximum	97
Range	58
Interquartile range	9

Descriptive statistics

Standard deviation	6.592270702
Coef of variation	0.0897391643
Kurtosis	-0.1789343312
Mean	73.46035317
MAD	5.324099485
Skewness	-0.03883902377
Sum	13453676
Variance	43.45803301
Memory size	1.4 MiB

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
75	11270	6.1%
74	11140	6.1%
76	10794	5.9%
72	10287	5.6%
73	10128	5.5%
70	9459	5.1%
78	9360	5.1%
77	8947	4.9%
71	8765	4.8%
69	8506	4.6%
Other values (46)	84486	45.9%

Minimum 5 values

Value	Count	Frequency (%)
39	2	< 0.1%
42	2	< 0.1%
44	4	< 0.1%
45	7	< 0.1%
46	2	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
97	6	< 0.1%
96	3	< 0.1%
95	15	< 0.1%
94	22	< 0.1%
93	44	< 0.1%

preferred_foot
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing (%)	0.5%
Missing (n)	836

right	138409
left	44733
(Missing)	836

Toggle details

Common values
Composition

Value	Count	Frequency (%)
right	138409	75.2%
left	44733	24.3%
(Missing)	836	0.5%

Max length	5
Mean length	4.752312777
Min length	4
Contains chars	True
Contains digits	False
Contains spaces	False
Contains non-words	False

reactions
Numeric

Distinct count	79
Unique (%)	< 0.1%
Missing (%)	0.5%
Missing (n)	836
Infinite (%)	0.0%
Infinite (n)	0

Mean	66.10370641
Minimum	17
Maximum	96
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	17
5-th percentile	50
Q1	61
Median	67
Q3	72
95-th percentile	80
Maximum	96
Range	79
Interquartile range	11

Descriptive statistics

Standard deviation	9.15540823
Coef of variation	0.1385006791
Kurtosis	0.7019598101
Mean	66.10370641
MAD	7.159545229
Skewness	-0.4985688252
Sum	12106365
Variance	83.82149985
Memory size	1.4 MiB

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
68	8995	4.9%
66	8440	4.6%
70	8431	4.6%
67	8347	4.5%
64	8283	4.5%
69	7937	4.3%
65	7923	4.3%
72	7562	4.1%
71	7389	4.0%
74	7151	3.9%
Other values (68)	102684	55.8%

Minimum 5 values

Value	Count	Frequency (%)
17	1	< 0.1%
20	10	< 0.1%
21	5	< 0.1%
22	25	< 0.1%
23	13	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
96	10	< 0.1%
95	9	< 0.1%
94	18	< 0.1%
93	14	< 0.1%
92	29	< 0.1%

short_passing
Numeric

Distinct count	96
Unique (%)	0.1%
Missing (%)	0.5%
Missing (n)	836
Infinite (%)	0.0%
Infinite (n)	0

Mean	62.42967206
Minimum	3
Maximum	97
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	3
5-th percentile	29
Q1	57
Median	65
Q3	72
95-th percentile	80
Maximum	97
Range	94
Interquartile range	15

Descriptive statistics

Standard deviation	14.19406791
Coef of variation	0.2273609238
Kurtosis	1.458271055
Mean	62.42967206
MAD	10.4514648
Skewness	-1.198995199
Sum	11433495
Variance	201.4715639
Memory size	1.4 MiB

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
65	7792	4.2%
64	7717	4.2%
68	7531	4.1%
66	7402	4.0%
67	7355	4.0%
62	6518	3.5%
72	6332	3.4%
74	6318	3.4%
63	6304	3.4%
69	6284	3.4%
Other values (85)	113589	61.7%

Minimum 5 values

Value	Count	Frequency (%)
3	3	< 0.1%
4	2	< 0.1%
5	4	< 0.1%
6	2	< 0.1%
7	4	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
97	9	< 0.1%
96	8	< 0.1%
95	27	< 0.1%
94	19	< 0.1%
93	39	< 0.1%

shot_power
Numeric

Distinct count	97
Unique (%)	0.1%
Missing (%)	0.5%
Missing (n)	836
Infinite (%)	0.0%
Infinite (n)	0

Mean	61.80842734
Minimum	2
Maximum	97
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	2
5-th percentile	25
Q1	54
Median	65
Q3	73
95-th percentile	82
Maximum	97
Range	95
Interquartile range	19

Descriptive statistics

Standard deviation	16.13514328
Coef of variation	0.2610508628
Kurtosis	0.41196193
Mean	61.80842734
MAD	12.60644255
Skewness	-0.9482852099
Sum	11319719
Variance	260.3428488
Memory size	1.4 MiB

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
68	6720	3.7%
72	6504	3.5%
74	5957	3.2%
70	5940	3.2%
71	5929	3.2%
65	5796	3.2%
67	5648	3.1%
75	5510	3.0%
69	5480	3.0%
73	5400	2.9%
Other values (86)	124258	67.5%

Minimum 5 values

Value	Count	Frequency (%)
2	2	< 0.1%
3	8	< 0.1%
4	2	< 0.1%
5	5	< 0.1%
6	21	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
97	1	< 0.1%
96	14	< 0.1%
95	25	< 0.1%
94	45	< 0.1%
93	43	< 0.1%

sliding_tackle
Highly correlated

This variable is highly correlated with marking and should be ignored for analysis

Correlation	0.9375341228

sprint_speed
Highly correlated

This variable is highly correlated with acceleration and should be ignored for analysis

Correlation	0.9044869031

stamina
Numeric

Distinct count	85
Unique (%)	< 0.1%
Missing (%)	0.5%
Missing (n)	836
Infinite (%)	0.0%
Infinite (n)	0

Mean	67.03854386
Minimum	10
Maximum	96
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	10
5-th percentile	40
Q1	61
Median	69
Q3	76
95-th percentile	85
Maximum	96
Range	86
Interquartile range	15

Descriptive statistics

Standard deviation	13.16526192
Coef of variation	0.1963834708
Kurtosis	1.069901798
Mean	67.03854386
MAD	9.968009885
Skewness	-0.922186077
Sum	12277573
Variance	173.3241214
Memory size	1.4 MiB

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
68	7845	4.3%
72	7341	4.0%
70	7265	3.9%
74	7141	3.9%
69	6916	3.8%
75	6644	3.6%
73	6271	3.4%
71	6150	3.3%
67	5986	3.3%
65	5807	3.2%
Other values (74)	115776	62.9%

Minimum 5 values

Value	Count	Frequency (%)
10	1	< 0.1%
14	9	< 0.1%
15	1	< 0.1%
16	32	< 0.1%
17	3	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
96	4	< 0.1%
95	41	< 0.1%
94	203	0.1%
93	345	0.2%
92	660	0.4%

standing_tackle
Highly correlated

This variable is highly correlated with sliding_tackle and should be ignored for analysis

Correlation	0.953103677

strength
Numeric

Distinct count	83
Unique (%)	< 0.1%
Missing (%)	0.5%
Missing (n)	836
Infinite (%)	0.0%
Infinite (n)	0

Mean	67.42452851
Minimum	10
Maximum	96
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	10
5-th percentile	44
Q1	60
Median	69
Q3	76
95-th percentile	85
Maximum	96
Range	86
Interquartile range	16

Descriptive statistics

Standard deviation	12.07227981
Coef of variation	0.1790487836
Kurtosis	0.555498267
Mean	67.42452851
MAD	9.427515242
Skewness	-0.6425014688
Sum	12348263
Variance	145.7399399
Memory size	1.4 MiB

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
68	7426	4.0%
74	7190	3.9%
72	6805	3.7%
70	6684	3.6%
75	6610	3.6%
69	6241	3.4%
67	6186	3.4%
76	6075	3.3%
73	6046	3.3%
78	5994	3.3%
Other values (72)	117885	64.1%

Minimum 5 values

Value	Count	Frequency (%)
10	1	< 0.1%
12	2	< 0.1%
13	1	< 0.1%
16	1	< 0.1%
18	7	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
96	11	< 0.1%
95	61	< 0.1%
94	152	0.1%
93	389	0.2%
92	634	0.3%

vision
Numeric

Distinct count	98
Unique (%)	0.1%
Missing (%)	1.5%
Missing (n)	2713
Infinite (%)	0.0%
Infinite (n)	0

Mean	57.87354978
Minimum	1
Maximum	97
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1
5-th percentile	27
Q1	49
Median	60
Q3	69
95-th percentile	79
Maximum	97
Range	96
Interquartile range	20

Descriptive statistics

Standard deviation	15.14408587
Coef of variation	0.2616754274
Kurtosis	0.09608343028
Mean	57.87354978
MAD	12.03107967
Skewness	-0.6506969114
Sum	10490449
Variance	229.343337
Memory size	1.4 MiB

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
68	5940	3.2%
64	5671	3.1%
65	5578	3.0%
58	5423	2.9%
59	5351	2.9%
62	5323	2.9%
66	5322	2.9%
70	5238	2.8%
67	5092	2.8%
60	5087	2.8%
Other values (87)	127240	69.2%

Minimum 5 values

Value	Count	Frequency (%)
1	3	< 0.1%
2	5	< 0.1%
3	10	< 0.1%
4	13	< 0.1%
5	43	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
97	7	< 0.1%
96	12	< 0.1%
95	2	< 0.1%
94	52	< 0.1%
93	62	< 0.1%

volleys
Numeric

Distinct count	94
Unique (%)	0.1%
Missing (%)	1.5%
Missing (n)	2713
Infinite (%)	0.0%
Infinite (n)	0

Mean	49.46843572
Minimum	1
Maximum	93
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1
5-th percentile	16
Q1	35
Median	52
Q3	64
95-th percentile	75
Maximum	93
Range	92
Interquartile range	29

Descriptive statistics

Standard deviation	18.25661847
Coef of variation	0.3690559082
Kurtosis	-0.7267787465
Mean	49.46843572
MAD	15.30650142
Skewness	-0.3466067701
Sum	8966896
Variance	333.3041181
Memory size	1.4 MiB

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
25	7239	3.9%
59	4722	2.6%
58	4387	2.4%
60	4331	2.4%
64	4239	2.3%
56	4198	2.3%
63	4144	2.3%
68	4034	2.2%
57	3917	2.1%
66	3804	2.1%
Other values (83)	136250	74.1%

Minimum 5 values

Value	Count	Frequency (%)
1	4	< 0.1%
2	29	< 0.1%
3	34	< 0.1%
4	53	< 0.1%
5	70	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
93	6	< 0.1%
92	20	< 0.1%
91	60	< 0.1%
90	67	< 0.1%
89	88	< 0.1%

First rows

	acceleration	aggression	agility	attacking_work_rate	balance	ball_control	crossing	curve	date	defensive_work_rate	dribbling	finishing	free_kick_accuracy	gk_diving	gk_handling	gk_kicking	gk_positioning	gk_reflexes	heading_accuracy	id	interceptions	jumping	long_passing	long_shots	marking	overall_rating	penalties	player_api_id	player_fifa_api_id	positioning	potential	preferred_foot	reactions	short_passing	shot_power	sliding_tackle	sprint_speed	stamina	standing_tackle	strength	vision	volleys
0	60.0	71.0	59.0	medium	65.0	49.0	49.0	45.0	2016-02-18 00:00:00	medium	51.0	44.0	39.0	6.0	11.0	10.0	8.0	8.0	71.0	1	70.0	58.0	64.0	35.0	65.0	67.0	48.0	505942	218353	45.0	71.0	right	47.0	61.0	55.0	69.0	64.0	54.0	69.0	76.0	54.0	44.0
1	60.0	71.0	59.0	medium	65.0	49.0	49.0	45.0	2015-11-19 00:00:00	medium	51.0	44.0	39.0	6.0	11.0	10.0	8.0	8.0	71.0	2	70.0	58.0	64.0	35.0	65.0	67.0	48.0	505942	218353	45.0	71.0	right	47.0	61.0	55.0	69.0	64.0	54.0	69.0	76.0	54.0	44.0
2	60.0	63.0	59.0	medium	65.0	49.0	49.0	45.0	2015-09-21 00:00:00	medium	51.0	44.0	39.0	6.0	11.0	10.0	8.0	8.0	71.0	3	41.0	58.0	64.0	35.0	65.0	62.0	48.0	505942	218353	45.0	66.0	right	47.0	61.0	55.0	69.0	64.0	54.0	66.0	76.0	54.0	44.0
3	60.0	62.0	59.0	medium	65.0	48.0	48.0	44.0	2015-03-20 00:00:00	medium	50.0	43.0	38.0	5.0	10.0	9.0	7.0	7.0	70.0	4	40.0	58.0	63.0	34.0	62.0	61.0	47.0	505942	218353	44.0	65.0	right	46.0	60.0	54.0	66.0	64.0	54.0	63.0	76.0	53.0	43.0
4	60.0	62.0	59.0	medium	65.0	48.0	48.0	44.0	2007-02-22 00:00:00	medium	50.0	43.0	38.0	5.0	10.0	9.0	7.0	7.0	70.0	5	40.0	58.0	63.0	34.0	62.0	61.0	47.0	505942	218353	44.0	65.0	right	46.0	60.0	54.0	66.0	64.0	54.0	63.0	76.0	53.0	43.0
5	79.0	68.0	78.0	high	90.0	71.0	80.0	70.0	2016-04-21 00:00:00	medium	73.0	53.0	69.0	14.0	7.0	9.0	9.0	12.0	58.0	6	67.0	85.0	68.0	62.0	76.0	74.0	59.0	155782	189615	60.0	76.0	left	67.0	71.0	71.0	78.0	78.0	79.0	75.0	56.0	66.0	40.0
6	79.0	68.0	78.0	high	90.0	71.0	80.0	70.0	2016-04-07 00:00:00	medium	73.0	53.0	69.0	14.0	7.0	9.0	9.0	12.0	58.0	7	67.0	85.0	68.0	60.0	76.0	74.0	59.0	155782	189615	60.0	76.0	left	67.0	71.0	71.0	78.0	78.0	79.0	75.0	56.0	66.0	32.0
7	79.0	67.0	78.0	high	90.0	70.0	79.0	68.0	2016-01-07 00:00:00	medium	71.0	52.0	69.0	14.0	7.0	9.0	9.0	12.0	57.0	8	66.0	84.0	68.0	59.0	76.0	73.0	59.0	155782	189615	58.0	75.0	left	67.0	70.0	71.0	78.0	78.0	79.0	75.0	56.0	65.0	29.0
8	79.0	67.0	78.0	high	90.0	70.0	79.0	68.0	2015-12-24 00:00:00	medium	71.0	51.0	69.0	14.0	7.0	9.0	9.0	12.0	57.0	9	66.0	84.0	68.0	58.0	76.0	73.0	59.0	155782	189615	58.0	75.0	left	67.0	70.0	71.0	78.0	78.0	79.0	75.0	56.0	65.0	29.0
9	79.0	67.0	78.0	high	90.0	70.0	79.0	68.0	2015-12-17 00:00:00	medium	71.0	51.0	69.0	14.0	7.0	9.0	9.0	12.0	57.0	10	66.0	84.0	68.0	58.0	76.0	73.0	59.0	155782	189615	58.0	75.0	left	67.0	70.0	71.0	78.0	78.0	79.0	75.0	56.0	65.0	29.0

Last rows

	acceleration	aggression	agility	attacking_work_rate	balance	ball_control	crossing	curve	date	defensive_work_rate	dribbling	finishing	free_kick_accuracy	gk_diving	gk_handling	gk_kicking	gk_positioning	gk_reflexes	heading_accuracy	id	interceptions	jumping	long_passing	long_shots	marking	overall_rating	penalties	player_api_id	player_fifa_api_id	positioning	potential	preferred_foot	reactions	short_passing	shot_power	sliding_tackle	sprint_speed	stamina	standing_tackle	strength	vision	volleys
183968	59.0	51.0	81.0	medium	70.0	80.0	77.0	84.0	2012-08-31 00:00:00	low	78.0	70.0	78.0	9.0	13.0	8.0	15.0	5.0	59.0	183969	32.0	58.0	81.0	79.0	22.0	78.0	78.0	39902	102359	74.0	78.0	right	70.0	80.0	76.0	30.0	63.0	50.0	31.0	62.0	82.0	77.0
183969	59.0	51.0	81.0	medium	70.0	82.0	80.0	86.0	2012-02-22 00:00:00	low	80.0	72.0	78.0	9.0	13.0	8.0	15.0	5.0	59.0	183970	32.0	58.0	81.0	81.0	22.0	81.0	78.0	39902	102359	77.0	81.0	right	74.0	86.0	78.0	30.0	63.0	50.0	31.0	62.0	87.0	77.0
183970	60.0	51.0	81.0	medium	70.0	82.0	80.0	86.0	2011-08-30 00:00:00	low	80.0	72.0	78.0	9.0	13.0	8.0	15.0	5.0	59.0	183971	32.0	58.0	81.0	81.0	22.0	81.0	78.0	39902	102359	77.0	81.0	right	74.0	86.0	78.0	30.0	63.0	50.0	31.0	62.0	87.0	77.0
183971	65.0	56.0	77.0	medium	73.0	84.0	81.0	88.0	2011-02-22 00:00:00	low	80.0	78.0	78.0	9.0	13.0	8.0	15.0	5.0	59.0	183972	32.0	58.0	82.0	83.0	22.0	81.0	73.0	39902	102359	84.0	85.0	right	83.0	85.0	78.0	30.0	69.0	71.0	31.0	70.0	87.0	77.0
183972	65.0	56.0	77.0	medium	73.0	85.0	84.0	86.0	2010-08-30 00:00:00	low	84.0	78.0	78.0	9.0	13.0	8.0	15.0	5.0	59.0	183973	32.0	58.0	84.0	83.0	22.0	83.0	73.0	39902	102359	84.0	85.0	right	86.0	87.0	78.0	30.0	69.0	71.0	31.0	70.0	88.0	77.0
183973	66.0	56.0	77.0	medium	73.0	85.0	84.0	86.0	2009-08-30 00:00:00	low	84.0	77.0	78.0	9.0	20.0	84.0	20.0	20.0	59.0	183974	78.0	58.0	84.0	81.0	22.0	83.0	83.0	39902	102359	86.0	85.0	right	86.0	89.0	76.0	30.0	72.0	72.0	31.0	67.0	88.0	77.0
183974	66.0	61.0	77.0	medium	73.0	86.0	74.0	86.0	2009-02-22 00:00:00	low	85.0	76.0	74.0	9.0	20.0	73.0	20.0	20.0	53.0	183975	64.0	58.0	73.0	73.0	32.0	78.0	70.0	39902	102359	72.0	80.0	right	74.0	84.0	75.0	30.0	67.0	66.0	31.0	65.0	88.0	77.0
183975	66.0	67.0	77.0	medium	73.0	86.0	74.0	86.0	2008-08-30 00:00:00	low	85.0	71.0	74.0	9.0	20.0	73.0	20.0	20.0	53.0	183976	64.0	58.0	73.0	73.0	32.0	77.0	70.0	39902	102359	72.0	80.0	right	74.0	84.0	75.0	30.0	67.0	66.0	31.0	65.0	88.0	77.0
183976	61.0	63.0	77.0	medium	73.0	91.0	74.0	86.0	2007-08-30 00:00:00	low	87.0	64.0	73.0	9.0	20.0	73.0	20.0	20.0	57.0	183977	63.0	58.0	73.0	78.0	28.0	78.0	53.0	39902	102359	68.0	81.0	right	69.0	86.0	72.0	30.0	60.0	67.0	32.0	59.0	88.0	77.0
183977	58.0	63.0	77.0	medium	73.0	91.0	74.0	86.0	2007-02-22 00:00:00	low	87.0	68.0	53.0	9.0	9.0	78.0	7.0	15.0	57.0	183978	63.0	58.0	78.0	78.0	38.0	80.0	53.0	39902	102359	68.0	81.0	right	66.0	88.0	72.0	30.0	64.0	67.0	32.0	59.0	88.0	77.0

Overview

Variables

Correlations

Missing values

Sample

First rows

Last rows